Calibration of an in-situ fluorescence based sensor platform for reliable BOD5 measurement in wastewater

被引:10
作者
Khamis, K. [1 ]
Bradley, C. [1 ]
Gunter, H. J. [2 ]
Basevi, G. [2 ]
Stevens, R. [2 ]
Hannah, D. M. [1 ]
机构
[1] Univ Birmingham, Sch Geog Earth & Environm Sci, Birmingham B15 2TT, W Midlands, England
[2] RS Hydro Ltd, Leask House,Hanbury Rd, Stoke Prior B60 4JZ, Worcs, England
关键词
final effluent; high frequency monitoring; humic-like fluorescence; post primary settlement; sensor calibration; tryptophan-like fluorescence; turbidity; DISSOLVED ORGANIC-MATTER; CHEMICAL OXYGEN-DEMAND; TOTAL SUSPENDED-SOLIDS; TREATMENT PLANTS; SPECTROSCOPY; PERFORMANCE; QUALITY; COD; TURBIDITY; EFFLUENT;
D O I
10.2166/wst.2021.197
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Reliance on Biochemical Oxygen Demand (BOD5) as an indicator of wastewater quality has hindered development of efficient process control due to the associated uncertainty and lag-times. Surrogate measurements have been proposed, with fluorescence spectroscopy a promising technique. Yet, assessment of in-situ fluorescence sensors across multiple Wastewater Treatment Plants (WwTPs), and at different treatment stages, is limited. In this study a multi-parameter sonde (two fluorescence peaks, turbidity, temperature and electrical conductivity) was used to provide a BOD5 surrogate measurement. The sonde was deployed at three WwTPs, on post primary settlement tanks (PST) and final effluent (FE). Triplicate laboratory measurements of BOD5, from independent laboratories were used to calibrate the sensor, with high variability apparent for FE samples. Site and process specific sensor calibrations yielded the best results (R-cv(2) = 0.76-0.86; 10-fold cross-validation) and mean BOD5 of the three laboratory measurements improved FE calibration. When combining PST sites a reasonable calibration was still achieved (R-cv(2) = 0.67) suggesting transfer of sensors between WwTPs may be possible. This study highlights the potential to use on-line optical sensors as robust BOD5 surrogates in WwTPs. However, careful calibration (i.e. replicated BOD5 measurements) is required for FE as laboratory measurements can be associated with high uncertainty.
引用
收藏
页码:3075 / 3091
页数:17
相关论文
共 62 条
[1]  
[Anonymous], 2014, HYDROGOF GOODNESS OF
[3]   On-line monitoring of wastewater quality: a review [J].
Bourgeois, W ;
Burgess, JE ;
Stuetz, RM .
JOURNAL OF CHEMICAL TECHNOLOGY AND BIOTECHNOLOGY, 2001, 76 (04) :337-348
[4]   Determination of changes in wastewater quality through a treatment works using fluorescence spectroscopy [J].
Bridgeman, John ;
Baker, Andy ;
Carliell-Marquet, Cynthia ;
Carstea, Elfrida .
ENVIRONMENTAL TECHNOLOGY, 2013, 34 (23) :3069-3077
[5]   Investigation of the electro-coagulation treatment process for the removal of total suspended solids and turbidity from municipal wastewater [J].
Bukhari, Alaadin A. .
BIORESOURCE TECHNOLOGY, 2008, 99 (05) :914-921
[6]   Influence of local calibration on the quality of online wet weather discharge monitoring: feedback from five international case studies [J].
Caradot, Nicolas ;
Sonnenberg, Hauke ;
Rouault, Pascale ;
Gruber, Guenter ;
Hofer, Thomas ;
Torres, Andres ;
Pesci, Maria ;
Bertrand-Krajewski, Jean-Luc .
WATER SCIENCE AND TECHNOLOGY, 2015, 71 (01) :93-99
[7]   In situ fluorescence measurements of dissolved organic matter: A review [J].
Carstea, Elfrida M. ;
Popa, Cristina L. ;
Baker, Andy ;
Bridgeman, John .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 699
[8]   Online Fluorescence Monitoring of Effluent Organic Matter in Wastewater Treatment Plants [J].
Carstea, Elfrida M. ;
Zakharova, Yulia S. ;
Bridgeman, John .
JOURNAL OF ENVIRONMENTAL ENGINEERING, 2018, 144 (05)
[9]   Fluorescence spectroscopy for wastewater monitoring: A review [J].
Carstea, Elfrida M. ;
Bridgeman, John ;
Baker, Andy ;
Reynolds, Darren M. .
WATER RESEARCH, 2016, 95 :205-219
[10]   Characteristics and Biodegradability of Wastewater Organic Matter in Municipal Wastewater Treatment Plants Collecting Domestic Wastewater and Industrial Discharge [J].
Choi, Yun-Young ;
Baek, Seung-Ryong ;
Kim, Jae-In ;
Choi, Jeong-Woo ;
Hur, Jin ;
Lee, Tae-U ;
Park, Cheol-Joon ;
Lee, Byung Joon .
WATER, 2017, 9 (06)